| SUMMARY | |
|---|---|
| 0 | Click to view table only summary(For saving) |
| Title | Input | |
|---|---|---|
| 0 | Type | City |
| 1 | Search | san francisco |
| 2 | Place of Interests | super duper burger, starbucks, mcdonalds, restaurant |
| 0 | 1 | 2 | 3 | |
|---|---|---|---|---|
| 0 | Model: | OLS | Adj. R-squared: | 0.816 |
| 1 | Dependent Variable: | rent | AIC: | 15.6553 |
| 2 | Date: | 2020-01-21 00:31 | BIC: | 29.2812 |
| 3 | No. Observations: | 23 | Log-Likelihood: | 4.1724 |
| 4 | Df Model: | 11 | F-statistic: | 9.881 |
| 5 | Df Residuals: | 11 | Prob (F-statistic): | 0.000333 |
| 6 | R-squared: | 0.908 | Scale: | 0.085171 |
| Coef. | Std.Err. | t | P>|t| | [0.025 | 0.975] | |
|---|---|---|---|---|---|---|
| intercept | 0.006050 | 0.002233 | 2.709132 | 0.020322 | 0.001135 | 0.010965 |
| population | -0.000007 | 0.000006 | -1.130930 | 0.282139 | -0.000022 | 0.000007 |
| density | 0.000015 | 0.000010 | 1.467903 | 0.170135 | -0.000007 | 0.000037 |
| violent crime | 0.011271 | 0.016726 | 0.673887 | 0.514295 | -0.025542 | 0.048085 |
| property crime | 0.004609 | 0.017792 | 0.259052 | 0.800379 | -0.034550 | 0.043768 |
| MCDONALDS_count | -0.107718 | 0.179982 | -0.598495 | 0.561631 | -0.503855 | 0.288419 |
| RESTAURANT_count | 0.121000 | 0.044664 | 2.709132 | 0.020322 | 0.022696 | 0.219304 |
| STARBUCKS_count | 0.042184 | 0.028838 | 1.462782 | 0.171505 | -0.021288 | 0.105656 |
| SUPER DUPER BURGER_count | 0.192628 | 0.273705 | 0.703781 | 0.496197 | -0.409792 | 0.795049 |
| MCDONALDS_mean | -0.000035 | 0.000191 | -0.181097 | 0.859585 | -0.000454 | 0.000385 |
| RESTAURANT_mean | 0.000801 | 0.000342 | 2.339321 | 0.039219 | 0.000047 | 0.001554 |
| STARBUCKS_mean | -0.000815 | 0.000911 | -0.894219 | 0.390351 | -0.002820 | 0.001191 |
| SUPER DUPER BURGER_mean | -0.000021 | 0.000190 | -0.111077 | 0.913556 | -0.000438 | 0.000396 |
| 0 | 1 | 2 | 3 | |
|---|---|---|---|---|
| 0 | Model: | OLS | Adj. R-squared: | 0.839 |
| 1 | Dependent Variable: | sales | AIC: | 225.4339 |
| 2 | Date: | 2020-01-21 00:31 | BIC: | 236.7672 |
| 3 | No. Observations: | 19 | Log-Likelihood: | -100.72 |
| 4 | Df Model: | 11 | F-statistic: | 9.543 |
| 5 | Df Residuals: | 7 | Prob (F-statistic): | 0.00324 |
| 6 | R-squared: | 0.937 | Scale: | 6389.7 |
| Coef. | Std.Err. | t | P>|t| | [0.025 | 0.975] | |
|---|---|---|---|---|---|---|
| intercept | 2.162541 | 0.673941 | 3.208799 | 0.014883 | 0.568924 | 3.756159 |
| population | -0.005129 | 0.002277 | -2.252710 | 0.058962 | -0.010512 | 0.000255 |
| density | 0.004444 | 0.005514 | 0.806021 | 0.446744 | -0.008594 | 0.017483 |
| violent crime | -7.371075 | 7.778942 | -0.947568 | 0.374905 | -25.765349 | 11.023199 |
| property crime | 4.895421 | 7.016935 | 0.697658 | 0.507894 | -11.696993 | 21.487834 |
| MCDONALDS_count | 12.968615 | 77.069829 | 0.168271 | 0.871129 | -169.272572 | 195.209803 |
| RESTAURANT_count | 43.250826 | 13.478821 | 3.208799 | 0.014883 | 11.378480 | 75.123173 |
| STARBUCKS_count | 28.336558 | 17.542833 | 1.615278 | 0.150285 | -13.145649 | 69.818766 |
| SUPER DUPER BURGER_count | -139.220861 | 216.357675 | -0.643475 | 0.540415 | -650.825467 | 372.383744 |
| MCDONALDS_mean | -0.067468 | 0.081184 | -0.831047 | 0.433375 | -0.259438 | 0.124502 |
| RESTAURANT_mean | 0.226784 | 0.182987 | 1.239342 | 0.255156 | -0.205912 | 0.659479 |
| STARBUCKS_mean | -0.061972 | 0.314381 | -0.197124 | 0.849332 | -0.805365 | 0.681421 |
| SUPER DUPER BURGER_mean | 0.128846 | 0.124657 | 1.033605 | 0.335703 | -0.165921 | 0.423614 |
| 0 | 1 | 2 | 3 | |
|---|---|---|---|---|
| 0 | Model: | OLS | Adj. R-squared: | 0.377 |
| 1 | Dependent Variable: | roi | AIC: | 15.4076 |
| 2 | Date: | 2020-01-21 00:31 | BIC: | 26.7408 |
| 3 | No. Observations: | 19 | Log-Likelihood: | 4.2962 |
| 4 | Df Model: | 11 | F-statistic: | 1.990 |
| 5 | Df Residuals: | 7 | Prob (F-statistic): | 0.185 |
| 6 | R-squared: | 0.758 | Scale: | 0.10111 |
| Coef. | Std.Err. | t | P>|t| | [0.025 | 0.975] | |
|---|---|---|---|---|---|---|
| intercept | 0.010903 | 0.002681 | 4.067112 | 0.004767 | 0.004564 | 0.017243 |
| population | 0.000010 | 0.000009 | 1.135908 | 0.293384 | -0.000011 | 0.000032 |
| density | 0.000012 | 0.000022 | 0.552677 | 0.597682 | -0.000040 | 0.000064 |
| violent crime | 0.078162 | 0.030944 | 2.525938 | 0.039467 | 0.004992 | 0.151332 |
| property crime | -0.039254 | 0.027912 | -1.406313 | 0.202437 | -0.105256 | 0.026749 |
| MCDONALDS_count | -0.162450 | 0.306574 | -0.529890 | 0.612573 | -0.887382 | 0.562481 |
| RESTAURANT_count | 0.218066 | 0.053617 | 4.067112 | 0.004767 | 0.091282 | 0.344850 |
| STARBUCKS_count | -0.065901 | 0.069783 | -0.944370 | 0.376426 | -0.230912 | 0.099110 |
| SUPER DUPER BURGER_count | 0.932286 | 0.860643 | 1.083244 | 0.314596 | -1.102811 | 2.967382 |
| MCDONALDS_mean | 0.000069 | 0.000323 | 0.212960 | 0.837427 | -0.000695 | 0.000832 |
| RESTAURANT_mean | -0.000703 | 0.000728 | -0.966193 | 0.366134 | -0.002424 | 0.001018 |
| STARBUCKS_mean | -0.001651 | 0.001251 | -1.320274 | 0.228275 | -0.004608 | 0.001306 |
| SUPER DUPER BURGER_mean | -0.000386 | 0.000496 | -0.779357 | 0.461301 | -0.001559 | 0.000786 |
| SUMMARY | |
|---|---|
| 0 | Click to view table only summary(For saving) |